{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_portrait\", \"score\": 0.859375, \"detail\": {\"celebrities\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\"], \"accentColor\": \"2875A3\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"necktie\", \"suit\", \"wearing\", \"clothing\", \"man\", \"young\", \"standing\", \"looking\", \"posing\", \"jacket\", \"woman\", \"photo\", \"front\", \"smiling\", \"glasses\", \"shirt\", \"dress\", \"camera\", \"holding\", \"dressed\", \"hair\", \"boy\", \"bow\", \"blue\"], \"captions\": [{\"text\": \"a young man wearing a suit and tie\", \"confidence\": 0.9567839639788566}]}, \"requestId\": \"59a33d74-0a7f-47a0-b55c-0ca605a37077\", \"metadata\": {\"height\": 1020, \"width\": 700, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析非本地图像\n",
    "import requests\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://api-computer-xzq.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"875cafbdcce543aebc743f38f1bd466d\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/xie_zhi_qi/api-job/raw/master/album/kk.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.41796875, 'detail': {'celebrities': [{'name': 'Taylor Swift', 'confidence': 0.9994112253189087, 'faceRectangle': {'left': 233, 'top': 72, 'width': 152, 'height': 152}}]}}, {'name': 'people_portrait', 'score': 0.5703125, 'detail': {'celebrities': [{'name': 'Taylor Swift', 'confidence': 0.9994112253189087, 'faceRectangle': {'left': 233, 'top': 72, 'width': 152, 'height': 152}}]}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White'], 'accentColor': 'B81325', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'clothing', 'indoor', 'shirt', 'young', 'holding', 'looking', 'sitting', 'man', 'laptop', 'standing', 'using', 'front', 'woman', 'boy', 'table', 'computer', 'girl', 'wearing', 'board', 'pizza', 'room', 'remote', 'playing', 'kitchen'], 'captions': [{'text': 'Taylor Swift looking at the camera', 'confidence': 0.9189377853454954}]}, 'requestId': 'c64db4ff-8a3f-4e56-a027-d4ca7d371e94', 'metadata': {'height': 438, 'width': 658, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析本地图像\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"C:/Users/taylor.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"875cafbdcce543aebc743f38f1bd466d\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成缩略图\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://api-computer-xzq.cognitiveservices.azure.com/\" + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://gitee.com/xie_zhi_qi/api-job/raw/master/album/taylor2.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"875cafbdcce543aebc743f38f1bd466d\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
